EP3610458A4 - Système de prédiction de mouvements d'un objet d'intérêt avec un codeur automatique - Google Patents
Système de prédiction de mouvements d'un objet d'intérêt avec un codeur automatique Download PDFInfo
- Publication number
- EP3610458A4 EP3610458A4 EP18784088.9A EP18784088A EP3610458A4 EP 3610458 A4 EP3610458 A4 EP 3610458A4 EP 18784088 A EP18784088 A EP 18784088A EP 3610458 A4 EP3610458 A4 EP 3610458A4
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- EP
- European Patent Office
- Prior art keywords
- autoencoder
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- predicting movements
- predicting
- movements
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Classifications
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/246—Analysis of motion using feature-based methods, e.g. the tracking of corners or segments
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
- G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
- G06V10/449—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
- G06V10/451—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
- G06V10/454—Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/40—Scenes; Scene-specific elements in video content
- G06V20/41—Higher-level, semantic clustering, classification or understanding of video scenes, e.g. detection, labelling or Markovian modelling of sport events or news items
- G06V20/42—Higher-level, semantic clustering, classification or understanding of video scenes, e.g. detection, labelling or Markovian modelling of sport events or news items of sport video content
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/50—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding
- H04N19/503—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding involving temporal prediction
- H04N19/51—Motion estimation or motion compensation
- H04N19/537—Motion estimation other than block-based
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
- G06F18/2135—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on approximation criteria, e.g. principal component analysis
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20081—Training; Learning
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30221—Sports video; Sports image
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30241—Trajectory
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- Engineering & Computer Science (AREA)
- Multimedia (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- Software Systems (AREA)
- Health & Medical Sciences (AREA)
- Artificial Intelligence (AREA)
- General Health & Medical Sciences (AREA)
- Signal Processing (AREA)
- Databases & Information Systems (AREA)
- Medical Informatics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biodiversity & Conservation Biology (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- Computing Systems (AREA)
- Computational Linguistics (AREA)
- Image Analysis (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201762483916P | 2017-04-10 | 2017-04-10 | |
US201862649893P | 2018-03-29 | 2018-03-29 | |
PCT/US2018/026770 WO2018191192A1 (fr) | 2017-04-10 | 2018-04-09 | Système de prédiction de mouvements d'un objet d'intérêt avec un codeur automatique |
Publications (2)
Publication Number | Publication Date |
---|---|
EP3610458A1 EP3610458A1 (fr) | 2020-02-19 |
EP3610458A4 true EP3610458A4 (fr) | 2021-01-06 |
Family
ID=63711055
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP18784088.9A Pending EP3610458A4 (fr) | 2017-04-10 | 2018-04-09 | Système de prédiction de mouvements d'un objet d'intérêt avec un codeur automatique |
Country Status (4)
Country | Link |
---|---|
US (1) | US11069069B2 (fr) |
EP (1) | EP3610458A4 (fr) |
CN (1) | CN110462684B (fr) |
WO (1) | WO2018191192A1 (fr) |
Families Citing this family (13)
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US10687050B2 (en) * | 2017-03-10 | 2020-06-16 | Qualcomm Incorporated | Methods and systems of reducing latency in communication of image data between devices |
US10748376B2 (en) * | 2017-09-21 | 2020-08-18 | NEX Team Inc. | Real-time game tracking with a mobile device using artificial intelligence |
US10489656B2 (en) * | 2017-09-21 | 2019-11-26 | NEX Team Inc. | Methods and systems for ball game analytics with a mobile device |
US20220036216A1 (en) * | 2018-09-26 | 2022-02-03 | Google Llc | Predicted Variables in Programming |
US20200160176A1 (en) * | 2018-11-16 | 2020-05-21 | Royal Bank Of Canada | System and method for generative model for stochastic point processes |
US10918949B2 (en) * | 2019-07-01 | 2021-02-16 | Disney Enterprises, Inc. | Systems and methods to provide a sports-based interactive experience |
CN110727826B (zh) * | 2019-09-30 | 2022-03-25 | 浙江大学 | 一种乒乓球战术挖掘可视化分析方法 |
US20210170229A1 (en) * | 2019-12-06 | 2021-06-10 | Acronis International Gmbh | Systems and methods for providing strategic game recommendations in a sports contest using artificial intelligence |
CN110992354B (zh) * | 2019-12-13 | 2022-04-12 | 华中科技大学 | 基于引入自动记忆机制对抗自编码器的异常区域检测方法 |
JP7542331B2 (ja) | 2020-06-03 | 2024-08-30 | エヌ・ティ・ティ・コミュニケーションズ株式会社 | 学習装置、物体分類装置、学習方法、物体分類方法及びコンピュータプログラム |
US11562523B1 (en) | 2021-08-02 | 2023-01-24 | Electronic Arts Inc. | Enhanced animation generation based on motion matching using local bone phases |
CN114220054B (zh) * | 2021-12-15 | 2023-04-18 | 北京中科智易科技股份有限公司 | 基于装备总线数据分析装备战术动作并同步展示的方法 |
WO2024123984A1 (fr) * | 2022-12-07 | 2024-06-13 | The Regents Of The University Of California | Logique de commande simple pour l'exécution distribuée de modèles d'apprentissage profond |
Citations (1)
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WO2016157152A1 (fr) * | 2015-04-03 | 2016-10-06 | Mas-Tech S.R.L. | Système d'analyse automatisée d'un match de sport |
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US8617008B2 (en) * | 2001-09-12 | 2013-12-31 | Pillar Vision, Inc. | Training devices for trajectory-based sports |
GB0218982D0 (en) * | 2002-08-15 | 2002-09-25 | Roke Manor Research | Video motion anomaly detector |
CN101344965A (zh) * | 2008-09-04 | 2009-01-14 | 上海交通大学 | 基于双目摄像的跟踪系统 |
US20120316843A1 (en) * | 2011-06-08 | 2012-12-13 | Cobra Golf Incorporated | Systems and methods for communicating sports-related information |
JP6120837B2 (ja) | 2011-06-27 | 2017-04-26 | スウィング・プロファイル・リミテッド | スポーツ動作のビデオを解析する方法 |
US20130266174A1 (en) * | 2012-04-06 | 2013-10-10 | Omek Interactive, Ltd. | System and method for enhanced object tracking |
CN105324275B (zh) * | 2013-05-31 | 2017-06-20 | 丰田自动车株式会社 | 移动轨迹预测装置和移动轨迹预测方法 |
US9346167B2 (en) * | 2014-04-29 | 2016-05-24 | Brain Corporation | Trainable convolutional network apparatus and methods for operating a robotic vehicle |
CN106462747B (zh) * | 2014-06-17 | 2020-03-17 | 河谷控股Ip有限责任公司 | 活动识别系统和方法 |
WO2016025887A2 (fr) | 2014-08-14 | 2016-02-18 | University Of North Dakota | Prédiction de paramètres de vol à l'aide de réseaux neuronaux |
US10062033B2 (en) * | 2014-09-26 | 2018-08-28 | Disney Enterprises, Inc. | Analysis of team behaviors using role and formation information |
WO2016054729A1 (fr) * | 2014-10-10 | 2016-04-14 | Livebarn Inc. | Système et procédé de suivi optique de joueurs dans des lieux de sport |
US9449230B2 (en) * | 2014-11-26 | 2016-09-20 | Zepp Labs, Inc. | Fast object tracking framework for sports video recognition |
US10572735B2 (en) * | 2015-03-31 | 2020-02-25 | Beijing Shunyuan Kaihua Technology Limited | Detect sports video highlights for mobile computing devices |
JP6421683B2 (ja) * | 2015-04-14 | 2018-11-14 | トヨタ自動車株式会社 | 最適制御装置、最適制御方法及び最適制御プログラム |
US10115032B2 (en) * | 2015-11-04 | 2018-10-30 | Nec Corporation | Universal correspondence network |
US9864912B2 (en) * | 2016-03-30 | 2018-01-09 | Nec Corporation | Large margin high-order deep learning with auxiliary tasks for video-based anomaly detection |
US10229322B2 (en) * | 2017-04-06 | 2019-03-12 | Ants Technology (Hk) Limited | Apparatus, methods and computer products for video analytics |
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2018
- 2018-04-09 WO PCT/US2018/026770 patent/WO2018191192A1/fr active Search and Examination
- 2018-04-09 CN CN201880015120.5A patent/CN110462684B/zh active Active
- 2018-04-09 US US15/949,013 patent/US11069069B2/en active Active
- 2018-04-09 EP EP18784088.9A patent/EP3610458A4/fr active Pending
Patent Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2016157152A1 (fr) * | 2015-04-03 | 2016-10-06 | Mas-Tech S.R.L. | Système d'analyse automatisée d'un match de sport |
Non-Patent Citations (8)
Title |
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FELSEN PANNA ET AL: "What will Happen Next? Forecasting Player Moves in Sports Videos", 2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), IEEE, 22 October 2017 (2017-10-22), pages 3362 - 3371, XP033283205, DOI: 10.1109/ICCV.2017.362 * |
HASAN MAHMUDUL ET AL: "Learning Temporal Regularity in Video Sequences", 2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), IEEE, 27 June 2016 (2016-06-27), pages 733 - 742, XP033021250, DOI: 10.1109/CVPR.2016.86 * |
IVANOVIC BORIS ET AL: "Generative Modeling of Multimodal Multi-Human Behavior", 2018 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), IEEE, 1 October 2018 (2018-10-01), pages 3088 - 3095, XP033491662, DOI: 10.1109/IROS.2018.8594393 * |
KUAN-CHIEH WANG ET AL: "Classifying NBA Offensive Plays Using Neural Networks", RESEARCH PAPERS COMPETITION, MIT SLOAN SPORTS ANALYTICS CONFERENCE MARCH 11-12 2016, 1 January 2016 (2016-01-01), XP055753921, Retrieved from the Internet <URL:http://www.cs.toronto.edu/~zemel/documents/1536-Classifying-NBA-Offensive-Plays-Using-Neural-Networks.pdf> [retrieved on 20201125] * |
LIU HAILONG ET AL: "Visualization of driving behavior using deep sparse autoencoder", 2014 IEEE INTELLIGENT VEHICLES SYMPOSIUM PROCEEDINGS, IEEE, 8 June 2014 (2014-06-08), pages 1427 - 1434, XP032620298, DOI: 10.1109/IVS.2014.6856506 * |
MARK HARMON ET AL: "Predicting Shot Making in Basketball using Convolutional Neural Networks Learnt from Adversarial Multiagent Trajectories", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 15 September 2016 (2016-09-15), XP080727023 * |
See also references of WO2018191192A1 * |
STEPHAN ZHENG ET AL: "Generating Long-term Trajectories Using Deep Hierarchical Networks", NIPS'16: PROCEEDINGS OF THE 30TH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING SYSTEMS, 5 December 2016 (2016-12-05), pages 1551 - 1559, XP055753910, Retrieved from the Internet <URL:https://dl.acm.org/doi/pdf/10.5555/3157096.3157270> [retrieved on 20201125] * |
Also Published As
Publication number | Publication date |
---|---|
WO2018191192A1 (fr) | 2018-10-18 |
EP3610458A1 (fr) | 2020-02-19 |
CN110462684A (zh) | 2019-11-15 |
CN110462684B (zh) | 2023-08-01 |
US20180293736A1 (en) | 2018-10-11 |
US11069069B2 (en) | 2021-07-20 |
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